{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data from both images with labels for 6 GiB and 14 GiB datasets\n",
    "\n",
    "# Concurrency levels are consistent across both datasets\n",
    "concurrency_levels = [8, 12, 16, 20, 24]\n",
    "\n",
    "# AIBrix Stream Loader times for 6 GiB and 14 GiB datasets with chunk sizes (from both images)\n",
    "aibrix_14GB = {\n",
    "    '1M': [32.22, 22.18, 21.09, 21.96, 22.61],\n",
    "}\n",
    "aibrix_6GB = {\n",
    "    '1M': [16.99, 11.78, 12.50, 14.03, 14.32],\n",
    "    '4M': [17.20, 12.28, 13.09, 14.48, 14.85],\n",
    "    '16M': [17.86, 13.02, 13.09, 14.49, 15.12]\n",
    "}\n",
    "\n",
    "# Transformer Loader times for 6 GiB and 14 GiB datasets\n",
    "transformer_loader_14GB = [46.47, None, 50.06, None, 49.99]\n",
    "transformer_loader_6GB = [20.14, 23.93, 24.70, 25.19, 25.25]\n",
    "\n",
    "# Function to filter out None values for continuous plotting\n",
    "def filter_none_values(concurrency_levels, times):\n",
    "    filtered_concurrency = [c for c, t in zip(concurrency_levels, times) if t is not None]\n",
    "    filtered_times = [t for t in times if t is not None]\n",
    "    return filtered_concurrency, filtered_times\n",
    "\n",
    "# Plotting the combined data\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# Plot for 14 GiB data\n",
    "concurrency_filtered, times_filtered = filter_none_values(concurrency_levels, transformer_loader_14GB)\n",
    "plt.plot(concurrency_filtered, times_filtered, marker='o', linestyle='--', label='Transformer Loader (14 GiB)', color='blue')\n",
    "\n",
    "concurrency_filtered, times_filtered = filter_none_values(concurrency_levels, aibrix_14GB['1M'])\n",
    "plt.plot(concurrency_filtered, times_filtered, marker='o', label='AIBrix Stream Loader chunk-size 1M (14 GiB)', color='blue')\n",
    "\n",
    "# Plot for 6 GiB data\n",
    "concurrency_filtered, times_filtered = filter_none_values(concurrency_levels, transformer_loader_6GB)\n",
    "plt.plot(concurrency_levels, transformer_loader_6GB, marker='o', linestyle='--', label='Transformer Loader (6 GiB)', color='red')\n",
    "\n",
    "for chunk_size, times in aibrix_6GB.items():\n",
    "    plt.plot(concurrency_levels, times, marker='o', label=f'AIBrix Stream Loader chunk-size {chunk_size} (6 GiB)', color='red')\n",
    "\n",
    "# Adding labels and title\n",
    "plt.xlabel(\"Concurrency Level\")\n",
    "plt.ylabel(\"Time (seconds)\")\n",
    "plt.title(\"Combined AIBrix Stream Loader and Transformer Loader Performance for 6 GiB and 14 GiB\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
